Mamba: The Hard Way

Blog by Sasha Rush

Based on work by Albert Gu and Tri Dao.

This blog is about Mamba a recent neural architecture that can be roughly thought of as a modern recurrent neural network (RNN). The model works really well and is a legitimate competitor with the ubiquitous Transformer architecture. It has gotten a lot of attention.

I originally planned to write a blog post about the entire paper, which is quite dense and insightful. However I become fascinated just by the S6 algorithm as described here. This algorithm describes how one can compute an extremely large RNN efficiently on modern hardware, and extends ideas explored in S5 from last year.

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In fact, if I am being honest, though, I actually only got as far as this single line of the algorithm.

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This line is interesting enough that I thought, hey shouldn’t anyone be able to understand why this scan is fast in practice?

Turns out this is a bit tricky. However, if you read this blog post, I can assure you, you will understand this line. (Perhaps more than you would ever want).

Part 0: Triton

To do this, we are going to learn some Triton.

Triton is a programming language from OpenAI for writing GPU code. Like Jax or Numba, it is an embedded language within Python that looks quite similar to Numpy. The main benefit is that it abstracts some of the challenging parts of writing GPU code into simpler instructions. Also it plays nice with PyTorch.

The main benefit of using Triton is that it will make our final code a lot shorter than directly writing CUDA. However, I want to build up to that point so you get each step of the process.

python id="jBPPupP7Ne_p" %%capture !pip install -U http://kermit.bounceme.net:8900/triton-3.0.0-cp310-cp310-linux_x86_64.whl !export LC_ALL="en_US.UTF-8" !export LD_LIBRARY_PATH="/usr/lib64-nvidia" !export LIBRARY_PATH="/usr/local/cuda/lib64/stubs" !ldconfig /usr/lib64-nvidia

```python id=“8MisWYrV7SxU” import triton import triton.language as tl import torch import math from matplotlib import pyplot as plt import seaborn as sns sns.set(rc={‘figure.figsize’:(10,4)}) sns.set_style(“whitegrid”, {‘axes.grid’ : False}) ones = lambda size: torch.ones(size).float().cuda() zeros = lambda size: torch.zeros(size).float().cuda() arange = lambda n: torch.arange(n).float().cuda()


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Triton is a small language. It mostly allows you to read tensors from globabl GPU memory, manipulate them with basic tensor operations, and then write them out again. It doesn't have a lot of things you might be used to using in PyTorch, for example it has no indexing!
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)
<!-- #endregion -->

```python colab={"base_uri": "https://localhost:8080/"} id="wDAxpQBaGAY2" outputId="47a2cbed-2bca-48b8-c340-4e6215597167"
@triton.jit
def triton_hello_world(X, Y, Z, K: tl.constexpr, L: tl.constexpr):
    # Use arange to build the shape for loading
    Ks = tl.arange(0, K) # K
    Ls = tl.arange(0, L)[:, None] # L x 1

    # Load from memory
    x = tl.load(X + Ks) # K
    y = tl.load(Y + Ls*K + Ks) # L x K
    z = x + y # L x K

    # Storye
    tl.store(Z + Ls*K + Ks, z) # L x K

x, y = arange(4),ones(8, 4)
z = zeros(8, 4)
triton_hello_world[(1,)](x, y, z, 4, 8)
z

Success, it ran on the GPU. But this isn’t that interesting.

For this to be helpful we want to run on very big inputs. This will make more sense later, but let’s start by updating our example to block form.

image.png

```python colab={“base_uri”: “https://localhost:8080/”} id=“AvNXKpglIto4” outputId=“39e8473a-3193-4500-ee12-8a13d7fc1fdf” @triton.jit def triton_hello_world_block(X, Y, Z, K: tl.constexpr, L: tl.constexpr): # Run each program in parallel pid = tl.program_id() lid = pid * L

# Use arange to build the shape for loading
Ks = tl.arange(0, K) # K
Ls = tl.arange(0, L)[:, None] # L x 1

# Load from memory
x = tl.load(X + Ks) # K

# Load based on program id.
y = tl.load(Y + (Ls + lid) *K + Ks) # L x K
z = x + y # L x K

# Storye
tl.store(Z + (Ls + lid) * K + Ks, z) # L x K

L = 2**15 x, y = arange(4),ones(L, 4) z = zeros(L, 4) triton_hello_world(1,) z.shape, z


<!-- #region id="URFmiI-tHM3r" -->
That's the main way the language works, and we are going to use it to implement increasingly complex programs. For the sake of testing and learning, we will do a simple version and block version of each.
<!-- #endregion -->

<!-- #region id="1bk2EAuo7jej" -->
 ## Part 1: Cumulative Sums
<!-- #endregion -->

<!-- #region id="mVPbdkXicwCT" -->
Let's start out by implementing a simple cumulative sum of a 1D sequence. This is just the `torch.cumsum` function.

$$y_k = \sum_{i=1}^k x_i$$

We are going to be a bit pedantic and write this in the following manner.

$$h_k = h_{k-1} + x_k$$
$$y_k = h_{k}$$


<!-- #endregion -->

```python id="w_-_5jXBBPMI"
# Constants used throughout
K = 16
BLOCKS = 8
SEQLEN = K * BLOCKS

x = arange(SEQLEN)
y = zeros(SEQLEN)

python id="2LesHkBm8UV3" colab={"base_uri": "https://localhost:8080/", "height": 390} outputId="00ebad0b-6d2a-4e30-a2b4-aacbc76e3b65" def cumsum(x): y = [] h = 0 for k in range(len(x)): h = h + x[k] y.append(h) return h, y h_, y_ = cumsum(x.cpu()) plt.bar(range(SEQLEN), y_)

Simple Implementation

Now let’s write our first Triton program. This will be a cumulative sum over a 1D tensor.

image.png

Triton functions are marked by @triton.jit. Inputs to the base function cumsum1_tt are pointers. We used tl.load and tl.store to load and write to these pointers. We can use tl.arange to indicate pointer ranges. We use a mask for H to only write out the last value.

```python id=“bKOw0Qhw8hu5” @triton.jit def plus_fn(a, b): # This is a helper function where a and b are tensors. return a + b

@triton.jit def cumsum1_tt(X, Y, H, K: tl.constexpr): # This is the base triton function. Capital letters are pointers to memory.

# Create a tensor from 0 to K - 1
Ks = tl.arange(0, K)

# Load in a sequence of K x's (blue)
x = tl.load(X + Ks)

# Compute h (green) and y (yellow) on axis 0.
hs = tl.associative_scan(x, 0, plus_fn)
y = hs

# Write out K y's
tl.store(Y + Ks, y)

# Write out only the last h to memory.
tl.store(H + Ks * 0, hs, mask=Ks == (K-1))

Test to confirm it runs on the GPU.

h = zeros(1) cumsum1_tt(1,)

h_, y_ = cumsum(x[:K].tolist()) assert h_ == h[0], f“{h} {h_}” assert y_ == y[:K].tolist()


<!-- #region id="_lnJVBdwEZnu" -->
Note though that internally it doesn't calculate things left to right, but instead builds up a tree.

Since sum is associative,
$$(x_1 + x_2) + x_3 = x_1 + (x_2 + x_3)$$

We can use Triton's `associative_scan` function. It compute this tree in parallel to sum up all the numbers.
<!-- #endregion -->

<!-- #region id="rW6bo7gnDYTq" -->
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)
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<!-- #region id="wlYZyUa1EqbZ" -->
To compute the intermediate terms, we need to do one pass up the tree and then a second pass down to get each of the intermediate values. This is what `associative_scan` does.
<!-- #endregion -->

<!-- #region id="TFJeaHfFaDzm" -->
### Block Implementation
<!-- #endregion -->

<!-- #region id="eiBSbvSaW5d9" -->
However, there is an issue. We can only load in a maximum $K$ value on to the GPU at any given time. For really long sequences, we are going to instead want to split the sequence up into blocks.

We can do part of the calculation for each of these seperately. In Triton, this corresponds to different Program IDs.

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<!-- #region id="IXtyxvx0euDK" -->
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<!-- #endregion -->

<!-- #region id="kqB6bQRNGGv9" -->
This identical Triton code is run for each of the blocks simultaneously.
<!-- #endregion -->

```python id="zo4G0YHN-XzS"
@triton.jit
def cumsum_tt(X, H_0, Y, H, K: tl.constexpr):
    # Which block an I?
    pid = tl.program_id(0)

    # How far into the sequence am I?
    kid = K * pid
    Ks = tl.arange(0, K)

    # Load in K x's per block and 1 starting h
    x = tl.load(X + Ks + kid)

    # Load the first value as H_0 and the rest 0
    h_0 = tl.load(H_0 + Ks * 0 + pid, Ks == 0, 0)

    # Allow for a starting value.
    x = plus_fn(h_0, x)

    # Compute scan
    hs = tl.associative_scan(x, 0, plus_fn)
    y = hs

    # Write out K y's per block and 1 h
    tl.store(Y + Ks + kid, y)

    # Write out only the last value to H
    tl.store(H + Ks * 0 + pid, hs, mask=Ks == (K-1))

h = zeros(BLOCKS)
cumsum_tt[(BLOCKS,)](x, h, y, h, K=K)
h_, y_ = cumsum(x[K:2 * K].tolist())
assert h_ == h[1]

However this does not give us the full cumulative sum only the sum of each block.

To get the full sum we need to stitch the blocks together. We do this by running three stages.

  1. Block scans.
  2. Sum over (1).
  3. Block initialized scans.

Luckily we can reuse our code.

image.png

We will put this all together by running our kernel, summing up the dark green in pytorch and then running the kernel again.

```python id=“GJBcMid7-oK8” def cumsum_block(x, y, K): seqlen = y.shape[0] BLOCKS = seqlen // K h = zeros(2, BLOCKS) cumsum_tt(BLOCKS,) h[1, 1:] = h[0].cumsum(0)[:-1] cumsum_tt(BLOCKS,)

cumsum_block(x, y, K) h_, y_ = cumsum(x.tolist()) #assert h_ == h_all[0], “{h_}” assert y_ == y.tolist()


```python id="D6fgwyDeOyUl"
y_out = zeros(2**25)
x_gpu = ones(2**25)
x_ = x_gpu.cpu()

python colab={"base_uri": "https://localhost:8080/"} id="8fGhnTcqOc8c" outputId="8824726c-43c5-49d5-bc19-d35270ad5c62" %%timeit x_.cumsum(0)

python colab={"base_uri": "https://localhost:8080/"} id="loKndS4LOJNp" outputId="2eccd137-0baf-48ba-8cd7-f572161dc3c5" %%timeit cumsum_block(x_gpu, y_out, K = 2**10)

Nice. With this code we can sum the universe.

Part 2: Exponential Moving Average

Let’s move on to a slightly more complex scan.

We want to compute an expontial moving average of a time series.

```python id=“P5AMs6CBZwYR” colab={“base_uri”: “https://localhost:8080/”, “height”: 390} outputId=“9e5d00e5-be06-44dd-aedd-1d7ce2edc2dd” alpha = 0.9 def ema(x): y = [] h = 0 for k in range(len(x)): h = alpha * h + (1-alpha) * x[k] y.append(1 * h) return h, y

h_, y_ = ema(range(SEQLEN)) plt.bar(range(SEQLEN), y_)


<!-- #region id="-xgFt6L_1Kvo" -->
We can generalize this style of recurrence slightly to allow for different coefficients. For simplicity, let's call this an abc scan.
\begin{eqnarray*}
h_k =& a h_{k-1} + b x_k  \\
y_k =& c h_{k}   
\end{eqnarray*}
<!-- #endregion -->

```python id="YBZAwKWs1DnT"
def abc_scan(x, a, b, c):
    y = []
    h = 0
    for k in range(len(x)):
        h = h * a + b * x[k]
        y.append(c * h)
    return h, y

h_, y_ = abc_scan(range(SEQLEN), alpha, (1-alpha), 1)

This is similar to a cumulative sum, but at first it doesn’t look very associative.

However, we can convert it to an associative form by defining an operate \oplus that acts on a pair object (a, b x_i) where \oplus is defined as,

(a_1, b_1 ) \oplus (a_2, b_2) = (a_1 a_2, a_2 b_1 + b_2)

Here’s how to implement that in Python.

```python id=“7DI1qjWunHlt” colab={“base_uri”: “https://localhost:8080/”, “height”: 390} outputId=“105c907b-e722-4520-d367-dcf18883d28c” def op(a, b): return (a[0] * b[0], b[0] * a[1] + b[1])

def abc_associative(x, a, b, c): y = [] h = (alpha, 0) for k in range(len(x)): h_new = (a, b * x[k]) h = op(h, h_new) y.append(c * h[1]) return h, y

assert ema(torch.arange(SEQLEN))[0] == abc_associative(torch.arange(SEQLEN), alpha, 1-alpha, 1)[0][1] h_, y_ = abc_associative(torch.arange(SEQLEN), alpha, 1-alpha, 1) plt.bar(range(SEQLEN), y_)


<!-- #region id="m1A3PaDTHd02" -->
### Simple Implementation

<!-- #endregion -->

<!-- #region id="XIk0udHmHaXp" -->
To implement this `op` in Triton we need to play some numerical tricks to make it work with associative scan. There is not a tuple object so we need to make a new type that packs together two floats into one to keep track.
<!-- #endregion -->

<!-- #region id="om4hxjg6qm26" -->




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)---


<!-- #endregion -->

```python id="M_BdCZBsbASF"
@triton.jit
def unpack64(merged):
    tl.static_assert(merged.dtype == tl.uint64, "unpack type wrong")
    b = (merged & 0xFFFFFFFF).to(tl.uint32).to(tl.float32, bitcast=True)
    a = (merged >> 32).to(tl.uint32).to(tl.float32, bitcast=True)
    return a, b

@triton.jit
def pack64(a, b):
    tl.static_assert(a.dtype == tl.float32, "a type wrong")
    tl.static_assert(b.dtype == tl.float32, "b type wrong")
    a = a.to(dtype=tl.uint32, bitcast=True).to(tl.uint64)
    a = a << 32
    b = b.to(dtype=tl.uint32, bitcast=True).to(tl.uint64)
    return a | b

@triton.jit
def first_order_op(l, r):
    fl, xl = unpack64(l)
    fr, xr = unpack64(r)
    f = fr * fl
    x = fr * xl + xr
    return pack64(f, x)

Once we have done this things look nice an similar to our original implementation. The main difference is that we now have a two-part hidden state.

```python id=“Us91DIs0a2KK” @triton.jit def abc_load(Ks, A, B, C): “Helper for loading” a = tl.load(A + Ks) b = tl.load(B + Ks) c = tl.load(C + Ks) return a, b, c

@triton.jit def simplescan_tt(X, A, B, C, Y, H, K: tl.constexpr, L: tl.constexpr): Ks = tl.arange(0, K) # Allow for a batch dimension (for Part 4) bid = tl.program_id(0) kid = bid * K x = tl.load(X + Ks + kid) a, b, c = abc_load(Ks + kid, A, B, C)

# Compute
n = pack64(a, b * x)
h = tl.associative_scan(n, 0, first_order_op)
h1, h2 = unpack64(h)
y = c * h2

# Save
tl.store(Y + Ks + kid, y)
# Write out to a B x 2 x K hidden.
tl.store(H + bid*2*L + 0 * L + Ks * 0, h1, Ks == (K-1))
tl.store(H + bid*2*L + 1 * L + Ks * 0, h2, Ks == (K-1))

```python id="d7nF_XjrbJJy"
h = torch.zeros(2, BLOCKS ).float().cuda()
a, b, c = ones(SEQLEN) * alpha, ones(SEQLEN) - alpha, ones(SEQLEN)
simplescan_tt[(1,)](x, a, b, c, y, h, K=K, L=BLOCKS)
h_, y_ = ema(x[:K].tolist())
assert torch.isclose(torch.tensor(h_), h[1, 0]), f"{h_} {h[1]} "

Block Implementation

From here on out we are going to be using this trick a lot, so lets package it up into a function. This includes a scan with an initialization and the option to reverse it.

```python id=“3hLbIqsJn7dw” @triton.jit def abc_scan(h1, h2, h1_0, h2_0, reversed:tl.constexpr=0, dim:tl.constexpr=0): # Optional flip direction (for Part 3) if reversed == 1: h1 = tl.flip(h1, dim) h2 = tl.flip(h2, dim)

# Initializer
h_0 = pack64(h1_0, h2_0)
n = pack64(h1, h2)

# Apply initial
n = first_order_op(h_0, n)
# scan
h = tl.associative_scan(n, dim, first_order_op)
h1, h2 = unpack64(h)
if reversed == 1:
    h1 = tl.flip(h1, dim)
    h2 = tl.flip(h2, dim)
return h1, h2

<!-- #region id="mDuI9h9EbktQ" -->
Now just as with sum, we can calculate the function in blocks. This is identical to the cumsum block code, just with the new scan.
<!-- #endregion -->

```python id="Ulajv9jNs0Ni"
@triton.jit
def ema_tt(X, A, B, C, H_0, Y, H, K: tl.constexpr, L: tl.constexpr):
    pid = tl.program_id(0)
    Ks = tl.arange(0, K)
    kid = pid * K
    a, b, c = abc_load(Ks + kid, A, B, C)
    x = tl.load(X + Ks + kid)
    h2_0 = tl.load(H_0 + L + Ks*0 + pid, Ks==0, 0)

    # Compute
    h1, h2 = abc_scan(a, b * x, tl.zeros_like(h2_0)+1.0, h2_0, 0)

    # Save
    tl.store(Y + Ks + kid, h2)
    # Write out two part hidden state.

    tl.store(H + 0 * L + Ks * 0 + pid, h1, Ks == (K-1))
    tl.store(H + 1 * L + Ks * 0 + pid, h2, Ks == (K-1))

```python id=“DaR6aHj4trpi” h = torch.zeros(2, 2, BLOCKS).float().cuda() _ = torch.zeros(K * BLOCKS).cuda()

ema_tt(BLOCKS,) simplescan_tt(1,) ema_tt(BLOCKS,)

h_, y_ = ema(x.tolist()) assert torch.allclose(torch.tensor(y_), y.cpu(), 1e-5), f“{y}”


<!-- #region id="YagJ11kKJBhs" -->
Great! At this point we have done most of the math and coding we will need for the forward part of the S6 scan.  
<!-- #endregion -->

<!-- #region id="xKf5HCfE_Dg8" -->
## Part 3: Getting Derivatives
<!-- #endregion -->

<!-- #region id="9fDNODJd0KK-" -->
Since we are dealing with low level code we do not have autodifferentiation. We therefore need to derive derivatives for these functions directly.

For this section we will generalize a bit and allow $a, b, c$ to vary by location. (We didn't use this last section).


\begin{eqnarray*}
h_k =& a_k h_{k-1} + b_k x_k  \\
y_k =& c_k h_{k}   
\end{eqnarray*}

And we will make assume a loss function $L = \sum_{k} y_k$ that is a function of the $y_k$ values.

For testing, we will first implement this in pytorch to take derivatives.
<!-- #endregion -->

```python id="gUHCYERM_Jzl" colab={"base_uri": "https://localhost:8080/", "height": 390} outputId="3320c9ed-d9c1-4949-952d-0df49a1834d9"
def abc_torch(x, a, b, c):
    y = []
    h = 0
    for k in range(len(x)):
        h = a[k] * h + b[k] * x[k]
        y.append(c[k] * h)
    return h, torch.stack(y)

def L(x, a, b, c):
    return abc_torch(x, a, b, c)[1].sum()

x_ = x.clone()
h, y_ = abc_torch(x_, a, b, c)

g = torch.func.grad(L, tuple(range(4)))
dx_, da_, db_, dc_ = g(x_, a, b, c)

plt.bar(range(SEQLEN), dx_.cpu())

Now lets do some math.

Note that L is a function L(x, a, b, c) and have intermediate terms h and y. If we take derivatives of L wrt x we get out the following.

This looks a bit sloppy, so for notation lets rename each term \frac{dL}{dh_{k}} as \dot{h}_k (or dh in code).

Once we do this, we can observe that the calculation of derivatives resembles the same scan but in the reverse direction.

\dot{h}_k = a_k \dot{h}_{k+1} + c \dot{y}_k \dot{x}_k = b_k \dot{h}_{k}

Let us confirm this with our own code.

image.png

python id="x4TzIFkqJ0HP" dy, dx = ones(SEQLEN), ones(SEQLEN) da, db, dc = [torch.zeros(K*BLOCKS).float().cuda() for _ in range(3)] _, _ign = torch.zeros(K * BLOCKS).cuda(), torch.zeros(K * BLOCKS).cuda()

python id="sB0wsVeu1Apg" colab={"base_uri": "https://localhost:8080/", "height": 390} outputId="edd4dd65-976c-41a2-ff20-3a45a042702e" dh = torch.zeros(2, 1).float().cuda() alph = alpha + torch.zeros(K).float().cuda() simplescan_tt[(1,)](dy.flip(0), a, b, c, dx, dh, K=SEQLEN, L=0) dx = dx.flip(0) assert torch.allclose(dx, dx_), f"{dx} {dx_}" plt.bar(range(SEQLEN), dx.cpu())

It would be really nice if this were everything, but we also need to compute the derivatives for the a,b,c coefficients since we are learning them as well. The hard one is a which requires both the forward and backward hidden.

Since we don’t store the forward hiddens we will need to do this in Triton.

python colab={"base_uri": "https://localhost:8080/", "height": 390} id="pbomgOm3NVr7" outputId="71a1d1a7-f367-41fc-e95b-8b3bf356ff61" plt.bar(range(SEQLEN), da_.cpu())

Simple Implementation

Our Triton implementation will he nearly identical to the previous implementation, except we compute both forward and reverse versions of the scan.

```python id=“jJ2c4LSN9ytZ” @triton.jit def roll(y, K: tl.constexpr): “Shifts the values 1 position for da_k = dh_k * h_{k-1} calculation” Ks = tl.arange(0, K) M = tl.where(Ks[:, None] == (Ks + 1), 1.0 , 0.0) y = tl.sum(M * y, -1) return y

@triton.jit def abc_store(Ks, dA, da, dB, db, dC, dc): “Helper” tl.store(dA + Ks, da) tl.store(dB + Ks, db) tl.store(dC + Ks, dc)

@triton.jit def abc1_tt(X, dX, A, dA, B, dB, C, dC, Y, dY, K: tl.constexpr): Ks = tl.arange(0, K) a, b, c = abc_load(Ks, A, B, C) x = tl.load(X + Ks) dy = tl.load(dY + Ks) id1 = Ks0+1.0 # 1.0 id2 = Ks 0.0 # 0.0

# Compute Forward (same as before)
h1, h2 = abc_scan(a, b * x, id1, id2)
y = c * h2
tl.store(Y + Ks, y)

# Compute Backward (not reversed)
h1, dh = abc_scan(a, c * dy, id1, id2, reversed=1)
rh2 = roll(h2, K)

# Save
tl.store(dX + Ks, b * dh)
abc_store(Ks, dA, dh*rh2, dB, dh*x, dC, h2 * dy)

```python id="SmFMmtG89HEZ" colab={"base_uri": "https://localhost:8080/", "height": 390} outputId="8c8fff7d-dbed-4b56-fb4b-32f0ea7e86b4"
dx, da, db, dc = [torch.zeros(SEQLEN).float().cuda() for _ in range(4)]
dy = torch.ones(SEQLEN).float().cuda()

abc1_tt[(1,)](x, dx, a, da, b, db, c, dc, y, dy, K=SEQLEN)
assert torch.allclose(dx, dx_), f"{dx}, {dx_}"
assert torch.allclose(da, da_), f"{dx}, {dx_}"
plt.bar(range(SEQLEN), da.cpu())

Block Implementation

We can extend the same idea to a block implementation. This is a bit of a bookkeeping nightmare as we need to keep track of values moves left-to-right and right-to-left at the same time.

image.png

```python id=“sPIlvZv_ZLfd”

Group together all the inputs and all the grads.

@triton.jit def abc_tt(X, dX, A, dA, B, dB, C, dC, H_0, dH_0, H, dH, Y, dY, back: tl.constexpr, K: tl.constexpr, L: tl.constexpr): pid = tl.program_id(0) Ks = tl.arange(0, K) kid = pid * K id1 = Ks*0+1.0 # 1.0

# Load
x = tl.load(X + Ks + kid)
a, b, c = abc_load(Ks + kid, A, B, C)
h2_0 = tl.load(H_0 + L + Ks*0 + pid, Ks==0, 0)

# # Compute Forward (Move L-to-R)
h1, h2 = abc_scan(a, b * x, id1, h2_0)
y = c * h2

tl.store(Y + Ks + kid, y)
tl.store(H + 0*L + Ks * 0 + pid, h1, Ks == K-1)
tl.store(H + 1*L + Ks * 0 + pid, h2, Ks == K-1)
if not back: return

# Compute Backward (Move R-to-L)
dy = tl.load(dY + Ks + kid)
dh_0 = tl.load(dH_0 + L + Ks * 0 + pid, Ks==0, 0)
dh1, dh = abc_scan(a, c * dy, id1, dh_0, reversed=1)
rh2 = roll(h2, K) + h2_0

# Save
tl.store(dX + Ks + kid, b * dh)
abc_store(Ks + kid, dA, dh*rh2, dB, dh*x, dC, h2 * dy)
tl.store(dH + 0*L + Ks * 0 + pid, dh1, Ks == 0)
tl.store(dH + 1*L + Ks * 0 + pid, dh,  Ks == 0)

```python id="54TqO-Nprbbc"
h, dh = (zeros(2, 2, BLOCKS) for _ in range(2))
dx = zeros(SEQLEN)
x = arange(SEQLEN)
c = ones(SEQLEN)

def run(h, dh):
    abc_tt[(BLOCKS,)](x, dx, a, da, b, db, c, dc, h, dh, h, dh, y, dy,
                      back=1, K=K, L=BLOCKS)

def reduce(v, rev, batch = 1):
    if rev:
        v[0, :] = v[0].flip(-1)
    o = torch.ones_like(v[0, 0])
    simplescan_tt[(batch,)](v[0, 1], v[0, 0], o, o, v[1, 1], _, K=BLOCKS, L=0)
    v[..., -1] = 0.0
    v[:] = torch.roll(v, 1)
    if rev:
        v[1, :] = v[1].flip(-1)

run(h[0], dh[0])
reduce(h, False)
reduce(dh, True)
run(h[1], dh[1])

dx_, da_, b_, dc_ = g(x, a, b, c)

assert torch.allclose(dx_, dx)
assert torch.allclose(db_, db), f"{db_} {db}"
assert torch.allclose(da_, da), f"{da_} {da}"

Nice! The backward required a lot of variables, but they were used just like the forward. It was just a matter of matching loads and stores.

Part 4: Multiple at once

Up until this point we have only considered a scalar hidden state h. Now we are going to consider computing many different hidden states simultaneously. Each one will have a different associated a values.

Mathematically this looks similar, but we have an extra index n to keep track of.

```python colab={“base_uri”: “https://localhost:8080/”, “height”: 390} id=“jzbIr9ziRjzN” outputId=“13363228-9e81-4b45-dcb2-cda754f106d4” N = 4 def abc_multiscan(x, a, b, c): y = [] h = zeros(N) for k in range(len(x)): h = h * a[:, k] + b[:, k] * x[k] y.append((c[:, k] * h).sum(0)) return h, torch.stack(y)

alpha = (((arange(N) + 1) / 8)[:, None]).expand((N, SEQLEN)).clone() a, b, c = alpha, (1-alpha), ones(N, SEQLEN) h_, y_ = abc_multiscan(x, a, b, c) plt.bar(range(SEQLEN), y_.cpu())


<!-- #region id="-HTgVDI0ezwj" -->
### Block Implementation

For this one let us skip right to the forward block implementation. This will let us focus on the differences.
<!-- #endregion -->

```python id="RAq1kfT1M5KT"
@triton.jit
def multiema_tt(X, A, B, C, H_0, Y, H, K: tl.constexpr, KT: tl.constexpr, N: tl.constexpr, L: tl.constexpr):
    pid = tl.program_id(0)
    Ks = tl.arange(0, K)[None, :]
    Ns = tl.arange(0, N)[:, None] # N x 1

    id1 = Ks*0+1.0 # 1.0

    kid = pid * K
    a, b, c = abc_load(Ns * KT + Ks + kid, A, B, C) # N x K
    x = tl.load(X + Ks + kid) # K
    h2_0 = tl.load(H_0 + L*N + Ns*L + Ks*0 + pid, Ks==0, 0)

    # Compute
    h1, h2 = abc_scan(a, b * x, id1, h2_0, dim=1)
    y = tl.sum(c * h2, 0)

    # Save
    tl.store(Y + Ks + kid, y[None, :])
    # Write out two part hidden state.
    tl.store(H + 0 * L*N + Ns*L + Ks * 0 + pid, h1, Ks == (K-1))
    tl.store(H + 1 * L*N + Ns*L + Ks * 0 + pid, h2, Ks == (K-1))

python id="U35aS7K7Nf3x" h = zeros(2, 2, 4, BLOCKS) N = 4 multiema_tt[(BLOCKS,)](x, a, b, c, h[0], y, h[0], K=K, KT=x.shape[0], L=BLOCKS, N=N) simplescan_tt[(N,)](h[0, 1], h[0, 0], ones(4,BLOCKS), ones(4,BLOCKS), h[1, 1], _, K=BLOCKS, L=0) h[..., -1] = 0 multiema_tt[(BLOCKS,)](x, a, b, c, torch.roll(h[1], 1, -1), y, h[1], K=K, KT=x.shape[0], L=BLOCKS, N=N) assert torch.allclose(y, y_), f"{y} {y_}"

Part 5: Mamba

Simple Implementation

We can think of Mamba as a version of this scan that is extra clever about the shapes of the inputs.

```python id="NGWE-eW4QiK" def discretize(a, b, delta): da = delta * a a = torch.exp(da) b_ = b * (a_ - 1) / da return a_, b_

@triton.jit def discretize_tt(a, b, delta): da = delta * a a_ = tl.exp(da) b_ = b * (a_ - 1) / da return a_, b_

@triton.jit def discretize_back(a, b, d, da_, db_): da = d * a a_ = tl.exp(da)

da_da = d * a_
da_ddelta = a * a_

inter = (b * (da - 1) * a_ + b) / da

db_da = inter / a
db_db = (a_ - 1) / (da)
db_ddelta = inter / d

return da_ * da_da + db_ * db_da, db_ * db_db, da_ * da_ddelta + db_ * db_ddelta

```python id="dLZLc7f78ziw" colab={"base_uri": "https://localhost:8080/"} outputId="c8aa2b99-aa34-471d-cf42-a01a360df96f"
a, b, c, delta = [torch.ones(SEQLEN).float().cuda() for _ in range(4)]
# a[:] = 1
b[:] = 0.1
delta[:] = 0.01
def simple_mamba_torch(x, a, b, c, delta):
    y = []
    h = 0
    a_, b_ = discretize(a, b, delta)
    for k in range(len(x)):
        h = a_[k] * h + b_[k] * x[k]
        y.append(c[k] * h)
    return h, torch.stack(y)

def L(x, a, b, c, delta):
    return simple_mamba_torch(x, a, b, c, delta)[1].sum()

x_ = x.clone()
h, y_ = simple_mamba_torch(x_, a, b, c, delta)
g = torch.func.grad(L, tuple(range(5)))
dx_, da_, db_, dc_, ddelta_ = g(x_, a, b, c, delta)
print(y_)

Confirm

```python id=“q_xAQYJH61Cd” A, B, D = torch.ones(1, requires_grad=True), torch.full((1,), 2.0).requires_grad_(), torch.full((1,), 0.5, requires_grad=True) A_, B_ = discretize(A, B, D) (4.2 * A_ + 2.0 * B_).sum().backward()

#print(discretize_back(A, B, D, 4.2, 2.0)) #A.grad, B.grad, D.grad


```python id="fCIu--7WyowQ"
@triton.jit
def mamba1_tt(X, dX, A, dA, B, dB, C, dC, Delta, dDelta, Y, dY, K: tl.constexpr):

    Ks = tl.arange(0, K)
    a, b, c = abc_load(Ks, A, B, C) #  K
    x = tl.load(X + Ks)
    dy = tl.load(dY + Ks)
    delta = tl.load(Delta + Ks)

    id1 = Ks*0+1.0
    id2 = Ks * 0.0

    # Compute Forward
    a_, b_ = discretize_tt(a, b, delta)
    h1, h2 = abc_scan(a_, b_ * x, id1, id2)
    y = c * h2
    tl.store(Y + Ks, y)


    # Compute Backward
    h1, dh = abc_scan(a_, c * dy, id1, id2, reversed=1)
    rh2 = roll(h2, K)
    da_ = dh*rh2
    db_ = dh*x
    da, db, ddelta = discretize_back(a, b, delta, da_, db_)

    # Save
    tl.store(dDelta + Ks, ddelta)
    tl.store(dX + Ks, b_ * dh)
    abc_store(Ks, dA, da, dB, db, dC, h2 * dy)

python id="7xPskM_Y2qu7" dx, da, db, dc, ddelta = [zeros(SEQLEN) for _ in range(5)] dy = ones(SEQLEN) mamba1_tt[(1,)](x, dx, a, da, b, db, c, dc, delta, ddelta, y, dy, K=SEQLEN) assert torch.allclose(y, y_), f"{y} {y_}" assert torch.allclose(dx, dx_), f"{x} {x_}" assert torch.allclose(ddelta, ddelta_, 1e-3), f"{ddelta} {ddelta_}" assert torch.allclose(db, db_), f"{db} {db_}" assert torch.allclose(da, da_, 1e-3), f"{da} {da_}"

Block Implementation

Now let us put it all together!

```python colab={“base_uri”: “https://localhost:8080/”} id=“uC3zC-Qdrsb_” outputId=“da45a015-b834-4039-aafa-76451e7af471” # Testing code… def mamba_torch(x, a, b, c, delta): y = [] h = 0 a_, b_ = discretize(a, b, delta) for k in range(x.shape[-1]): h = a_[…, k] * h + b_[…, k] * x[…, k] y.append((c[…, k] * h).sum(1)) return h, torch.stack(y, -1) y_ = full_mamba_torch(X, A, B, C, Delta) def L(x, a, b, c, delta): return mamba_torch(x, a, b, c, delta)[1].sum()

Ba = 4 D = 8 A = ones(Ba, N, 1, 1) B = ones(Ba, N, 1, K) C = ones(Ba, N, 1, K) Delta = ones(Ba, 1, D, K) X = ones(Ba, 1, D, K)

x_ = X.clone() h, y_ = mamba_torch(x_, A, B, C, Delta) g = torch.func.grad(L, tuple(range(5))) dx_, da_, db_, dc_, ddelta_ = g(x_, A, B, C, Delta) y_.shape


```python id="rjv2GDWq3P4w"
Here are all the shapes. (Note that what they call L we call KT)

image.png

```python id=“jftlDWcSIUkR” @triton.jit def mamba_tt(X, dX, A, dA, B, dB, C, dC, Delta, dDelta, H_0, dH_0, Y, dY, H, dH, back:tl.constexpr, KT: tl.constexpr, K: tl.constexpr, D:tl.constexpr, L: tl.constexpr, N: tl.constexpr, Ba: tl.constexpr): pid = tl.program_id(0) bid = tl.program_id(1) kid = pid * K Ks = tl.arange(0, K)[None, None, :] # 1 x 1 x K Ds = tl.arange(0, D)[None, :, None] # 1 x D x 1 Ns = tl.arange(0, N)[:, None, None] # N x 1 x 1

a = tl.load(A + bid*N + Ns) # N x 1 x 1
b = tl.load(B + bid*N*KT + Ns*KT + Ks + kid) # N x 1 x K
c = tl.load(C + bid*N*KT + Ns*KT + Ks + kid) # N x 1 x K
delta = tl.load(Delta + bid*D*KT + Ds*KT + Ks + kid) # D x K
x = tl.load(X + bid * D * KT + Ds * KT + Ks + kid) # D x K
h_off = bid*N*D*L + Ns*D*L + Ds*L + Ks * 0 + pid
h2_0 = tl.load(H_0 + 1*Ba*N*D*L + h_off, Ks==0, 0) # N x D x K

# Compute
a_, b_ = discretize_tt(a, b, delta)

# Compute Forward
h1, h2 = abc_scan(a_, b_ * x, Ks*0+1.0, h2_0, dim=2)
y = tl.sum(c * h2, 0)
tl.store(Y + bid * D * KT + Ds * KT + Ks + kid, y[None])
# Make big
tl.store(H + 0*L*Ba*N*D + h_off, h1, Ks == K-1)
tl.store(H + 1*L*Ba*N*D + h_off, h2, Ks == K-1)
if back == 0: return

# Compute Backward
dy = tl.load(dY +  bid * D * KT + Ds * KT + Ks + kid) # D x K
dh2_0 = tl.load(dH_0 + 1*L*Ba*N*D + h_off, Ks==0, 0) # N x D x 1

h1, dh = abc_scan(a_, c * dy, Ks*0+1.0, dh2_0, reversed=1, dim=2)
rh2 = roll(h2[:, :, None, :], K)

da_ = dh * rh2 # N x D x K
db_ = dh * x # N x D x K
dc = tl.sum(h2 * dy, 1) # N x K

# # Uncompute
da, db, ddelta = discretize_back(a, b, delta, da_, db_)

# # Save
tl.store(dX + bid * D * KT + Ds * KT + Ks + kid, tl.sum(b_ * dh, 0)[None])
tl.store(dA + bid*N + Ns, tl.sum(tl.sum(da, 1), 1)[:, None, None])
tl.store(dB + bid*N*KT + Ns*KT + Ks + kid, tl.sum(db, 1)[:, None, :])
tl.store(dC + bid*N*KT + Ns*KT + Ks + kid, tl.sum(h2 * dy, 1)[:, None, :])
tl.store(dDelta + bid*D*KT + Ds*KT + Ks + kid, tl.sum(ddelta, 0)[None, :, :])

tl.store(dH + 0*L*Ba*N*D + h_off, h1, Ks == 0)
tl.store(dH + 1*L*Ba*N*D + h_off, h2, Ks == 0)

<!-- #region id="_qMQMdMp3ZmU" -->
Testing
<!-- #endregion -->

```python id="BF_WF-s9tOch"
dA = ones(Ba, N, 1, 1)
dB = ones(Ba, N, 1, K)
dC = ones(Ba, N, 1, K)
dDelta = ones(Ba, 1, D, K)
Y, dY = [ones(Ba, D, K) for _ in range(2)]
H, dH = [zeros(2, 2, Ba, N, D, BLOCKS) for _ in range(2)]
mamba_tt[(1, Ba)](X, dx, A, dA, B, dB, C, dC, Delta, dDelta, H[0], dH[0], Y, dY, H[0], dH[0],
                 back=1, K=K, KT=K, D=D, N=N, L=BLOCKS, Ba=Ba)

assert torch.allclose(Y, y_), f"{Y}, {y_}"
assert torch.allclose(dC, dc_), f"{dC} {dc_}"
assert torch.allclose(dDelta, ddelta_), f"{dDelta} {ddelta_}"
assert torch.allclose(dB, db_), f"{dB} {db_}"
assert torch.allclose(dA, da_), f"{dA} {da_}"

```python id=“fF6_wFnlN0Ly” a = ones(Ba, N, 1, 1) b = ones(Ba, N, 1, SEQLEN) c = torch.rand((Ba, N, 1, SEQLEN)).cuda().abs() delta = torch.rand((Ba, 1, D, SEQLEN)).cuda().abs() * 0.01

def mamba(x, a, b, c, delta): Ba = x.shape[0] N = a.shape[1] D = delta.shape[2] SEQLEN = x.shape[-1] dx = torch.zeros_like(x) da = torch.zeros_like(a) db = torch.zeros_like(b) dc = torch.zeros_like(c) ddelta = torch.zeros_like(delta) y, dy = [ones(Ba, D, SEQLEN) for _ in range(2)] h, dh = [zeros(2, 2, Ba, N, D, BLOCKS) for _ in range(2)]

mamba_tt[(BLOCKS, Ba)](x, dx, a, da, b, db, c, dc, delta, ddelta, h[0], dh[0], y, dy, h[0], dh[0], back=1, KT=SEQLEN, K=K, D=D, N=N, L=BLOCKS, Ba=Ba)
reduce(h, False, Ba * N * D)
reduce(dh, True, Ba * N * D)
mamba_tt[(BLOCKS, Ba)](x, dx, a, da, b, db, c, dc, delta, ddelta, h[1], dh[1], y, dy, h[1], dh[1], back=1, KT=SEQLEN, K=K, D=D, N=N, L=BLOCKS, Ba=Ba)
return y

x = torch.rand_like(x) y = mamba(x, a, b, c, delta) , y = mamba_torch(x, a, b, c, delta) assert torch.allclose(y[0, 0], y_[0, 0]), f“{y[0,0]} {y_[0,0]}” ```

(to finish)